Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 1564 |
| Missing cells | 459 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 232.3 KiB |
| Average record size in memory | 152.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
Aneu_neck is highly overall correlated with Aneu_width and 7 other fields | High correlation |
Aneu_width is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
Aneu_height is highly overall correlated with Aneu_width and 9 other fields | High correlation |
Aneu_volume is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_count is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_length1 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_size1 is highly overall correlated with Aneu_width and 9 other fields | High correlation |
coil_size2 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_length2 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_size3 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_length3 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
Aneu_width_label is highly overall correlated with Aneu_width and 9 other fields | High correlation |
Adj_tech has 60 (3.8%) missing values | Missing |
VER has 272 (17.4%) missing values | Missing |
coil_size3 has 53 (3.4%) missing values | Missing |
coil_length3 has 53 (3.4%) missing values | Missing |
Reproduction
| Analysis started | 2023-09-16 06:31:40.946221 |
|---|---|
| Analysis finished | 2023-09-16 06:32:18.862488 |
| Duration | 37.92 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 1562 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1345.062 |
| Minimum | 1 |
|---|---|
| Maximum | 2515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 199.6 |
| Q1 | 741.75 |
| median | 1390 |
| Q3 | 1938.25 |
| 95-th percentile | 2389.85 |
| Maximum | 2515 |
| Range | 2514 |
| Interquartile range (IQR) | 1196.5 |
Descriptive statistics
| Standard deviation | 699.79417 |
|---|---|
| Coefficient of variation (CV) | 0.52026908 |
| Kurtosis | -1.1381874 |
| Mean | 1345.062 |
| Median Absolute Deviation (MAD) | 598 |
| Skewness | -0.14635776 |
| Sum | 2103677 |
| Variance | 489711.89 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1564 | 2 | 0.1% |
| 2426 | 2 | 0.1% |
| 2 | 1 | 0.1% |
| 2135 | 1 | 0.1% |
| 2144 | 1 | 0.1% |
| 2143 | 1 | 0.1% |
| 2142 | 1 | 0.1% |
| 2140 | 1 | 0.1% |
| 2139 | 1 | 0.1% |
| 2138 | 1 | 0.1% |
| Other values (1552) | 1552 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 8 | 1 | |
| 11 | 1 | |
| 16 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 27 | 1 | |
| 30 | 1 |
| Value | Count | Frequency (%) |
| 2515 | 1 | |
| 2514 | 1 | |
| 2512 | 1 | |
| 2511 | 1 | |
| 2510 | 1 | |
| 2509 | 1 | |
| 2506 | 1 | |
| 2504 | 1 | |
| 2503 | 1 | |
| 2502 | 1 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| woman | |
|---|---|
| man |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.5063939 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7048 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | woman |
|---|---|
| 2nd row | woman |
| 3rd row | woman |
| 4th row | woman |
| 5th row | woman |
Common Values
| Value | Count | Frequency (%) |
| woman | 1178 | |
| man | 386 | 24.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| woman | 1178 | |
| man | 386 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1564 | |
| a | 1564 | |
| n | 1564 | |
| w | 1178 | |
| o | 1178 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7048 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1564 | |
| a | 1564 | |
| n | 1564 | |
| w | 1178 | |
| o | 1178 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7048 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1564 | |
| a | 1564 | |
| n | 1564 | |
| w | 1178 | |
| o | 1178 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7048 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 1564 | |
| a | 1564 | |
| n | 1564 | |
| w | 1178 | |
| o | 1178 |
Age
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.943734 |
| Minimum | 16 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 51 |
| median | 60 |
| Q3 | 67 |
| 95-th percentile | 76 |
| Maximum | 88 |
| Range | 72 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.548198 |
|---|---|
| Coefficient of variation (CV) | 0.19591901 |
| Kurtosis | -0.30594599 |
| Mean | 58.943734 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.32604421 |
| Sum | 92188 |
| Variance | 133.36088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 64 | 59 | 3.8% |
| 58 | 59 | 3.8% |
| 66 | 58 | 3.7% |
| 65 | 56 | 3.6% |
| 62 | 55 | 3.5% |
| 57 | 53 | 3.4% |
| 67 | 50 | 3.2% |
| 63 | 49 | 3.1% |
| 69 | 49 | 3.1% |
| 73 | 48 | 3.1% |
| Other values (54) | 1028 |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 27 | 2 | |
| 28 | 3 | |
| 29 | 2 | |
| 30 | 1 | 0.1% |
| 31 | 4 | |
| 32 | 3 |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.1% |
| 87 | 3 | 0.2% |
| 85 | 2 | 0.1% |
| 84 | 2 | 0.1% |
| 82 | 4 | 0.3% |
| 81 | 9 | |
| 80 | 7 | |
| 79 | 10 | |
| 78 | 12 | |
| 77 | 13 |
Aneu_location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| ICA | |
|---|---|
| ACA | |
| MCA | |
| BA | |
| VA | 46 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.8964194 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4530 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ICA |
|---|---|
| 2nd row | ICA |
| 3rd row | ICA |
| 4th row | MCA |
| 5th row | ICA |
Common Values
| Value | Count | Frequency (%) |
| ICA | 1029 | |
| ACA | 228 | 14.6% |
| MCA | 145 | 9.3% |
| BA | 116 | 7.4% |
| VA | 46 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ica | 1029 | |
| aca | 228 | 14.6% |
| mca | 145 | 9.3% |
| ba | 116 | 7.4% |
| va | 46 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1792 | |
| C | 1402 | |
| I | 1029 | |
| M | 145 | 3.2% |
| B | 116 | 2.6% |
| V | 46 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 4530 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1792 | |
| C | 1402 | |
| I | 1029 | |
| M | 145 | 3.2% |
| B | 116 | 2.6% |
| V | 46 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4530 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1792 | |
| C | 1402 | |
| I | 1029 | |
| M | 145 | 3.2% |
| B | 116 | 2.6% |
| V | 46 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4530 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1792 | |
| C | 1402 | |
| I | 1029 | |
| M | 145 | 3.2% |
| B | 116 | 2.6% |
| V | 46 | 1.0% |
Aneu_neck
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4563357 |
| Minimum | 1.3 |
|---|---|
| Maximum | 12.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.475 |
| median | 4.2 |
| Q3 | 5.2 |
| 95-th percentile | 7.2 |
| Maximum | 12.2 |
| Range | 10.9 |
| Interquartile range (IQR) | 1.725 |
Descriptive statistics
| Standard deviation | 1.4693755 |
|---|---|
| Coefficient of variation (CV) | 0.3297273 |
| Kurtosis | 2.0048439 |
| Mean | 4.4563357 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 1.0630934 |
| Sum | 6969.709 |
| Variance | 2.1590644 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.6 | 64 | 4.1% |
| 4 | 55 | 3.5% |
| 4.2 | 54 | 3.5% |
| 4.1 | 53 | 3.4% |
| 4.4 | 53 | 3.4% |
| 3.9 | 52 | 3.3% |
| 3.4 | 50 | 3.2% |
| 3.5 | 47 | 3.0% |
| 3.1 | 47 | 3.0% |
| 4.3 | 46 | 2.9% |
| Other values (102) | 1043 |
| Value | Count | Frequency (%) |
| 1.3 | 1 | 0.1% |
| 1.5 | 1 | 0.1% |
| 1.6 | 3 | 0.2% |
| 1.7 | 3 | 0.2% |
| 1.8 | 7 | |
| 1.9 | 3 | 0.2% |
| 2 | 11 | |
| 2.1 | 8 | |
| 2.2 | 10 | |
| 2.27 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 12.2 | 1 | 0.1% |
| 11.8 | 1 | 0.1% |
| 11 | 2 | |
| 10.4 | 1 | 0.1% |
| 10.1 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 9.9 | 3 | |
| 9.6 | 1 | 0.1% |
| 9.5 | 2 | |
| 9.4 | 1 | 0.1% |
Aneu_width
Real number (ℝ)
| Distinct | 133 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2379009 |
| Minimum | 1.2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1.2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 4.9 |
| Q3 | 6.1 |
| 95-th percentile | 8.9 |
| Maximum | 14 |
| Range | 12.8 |
| Interquartile range (IQR) | 2.1 |
Descriptive statistics
| Standard deviation | 1.7921105 |
|---|---|
| Coefficient of variation (CV) | 0.34214288 |
| Kurtosis | 1.4863618 |
| Mean | 5.2379009 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.078226 |
| Sum | 8192.077 |
| Variance | 3.2116601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.5 | 51 | 3.3% |
| 4 | 50 | 3.2% |
| 4.7 | 49 | 3.1% |
| 4.3 | 48 | 3.1% |
| 4.4 | 46 | 2.9% |
| 4.1 | 45 | 2.9% |
| 5 | 42 | 2.7% |
| 4.9 | 42 | 2.7% |
| 4.2 | 41 | 2.6% |
| 3.9 | 39 | 2.5% |
| Other values (123) | 1111 |
| Value | Count | Frequency (%) |
| 1.2 | 1 | 0.1% |
| 1.3 | 1 | 0.1% |
| 1.4 | 2 | |
| 1.5 | 1 | 0.1% |
| 1.8 | 2 | |
| 2 | 3 | |
| 2.1 | 4 | |
| 2.2 | 4 | |
| 2.3 | 2 | |
| 2.35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12.8 | 1 | 0.1% |
| 12.06 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 11.8 | 1 | 0.1% |
| 11.7 | 1 | 0.1% |
| 11.6 | 1 | 0.1% |
| 11.4 | 2 | |
| 11.3 | 3 | |
| 11.2 | 1 | 0.1% |
Aneu_height
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.372546 |
| Minimum | 1.9 |
|---|---|
| Maximum | 11.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 4.1 |
| median | 5 |
| Q3 | 6.2 |
| 95-th percentile | 9.1 |
| Maximum | 11.8 |
| Range | 9.9 |
| Interquartile range (IQR) | 2.1 |
Descriptive statistics
| Standard deviation | 1.7418205 |
|---|---|
| Coefficient of variation (CV) | 0.32420764 |
| Kurtosis | 1.0223874 |
| Mean | 5.372546 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0505772 |
| Sum | 8402.662 |
| Variance | 3.0339386 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.4 | 62 | 4.0% |
| 4.9 | 53 | 3.4% |
| 5.2 | 48 | 3.1% |
| 4.6 | 48 | 3.1% |
| 4.1 | 48 | 3.1% |
| 4 | 45 | 2.9% |
| 3.9 | 44 | 2.8% |
| 3.8 | 44 | 2.8% |
| 4.2 | 43 | 2.7% |
| 5.1 | 43 | 2.7% |
| Other values (108) | 1086 |
| Value | Count | Frequency (%) |
| 1.9 | 4 | 0.3% |
| 2 | 1 | 0.1% |
| 2.1 | 3 | 0.2% |
| 2.4 | 2 | 0.1% |
| 2.5 | 7 | |
| 2.6 | 2 | 0.1% |
| 2.7 | 8 | |
| 2.8 | 5 | 0.3% |
| 2.9 | 6 | 0.4% |
| 3 | 15 |
| Value | Count | Frequency (%) |
| 11.8 | 2 | |
| 11.6 | 1 | 0.1% |
| 11.5 | 1 | 0.1% |
| 11.2 | 4 | |
| 11.1 | 1 | 0.1% |
| 11 | 3 | |
| 10.9 | 1 | 0.1% |
| 10.8 | 1 | 0.1% |
| 10.7 | 4 | |
| 10.6 | 3 |
Aneu_volume
Real number (ℝ)
| Distinct | 1083 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.89277 |
| Minimum | 1.5833627 |
|---|---|
| Maximum | 696.55667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1.5833627 |
|---|---|
| 5-th percentile | 17.195268 |
| Q1 | 37.324923 |
| median | 61.569643 |
| Q3 | 116.64629 |
| 95-th percentile | 339.94558 |
| Maximum | 696.55667 |
| Range | 694.9733 |
| Interquartile range (IQR) | 79.321367 |
Descriptive statistics
| Standard deviation | 109.50263 |
|---|---|
| Coefficient of variation (CV) | 1.0853367 |
| Kurtosis | 7.767874 |
| Mean | 100.89277 |
| Median Absolute Deviation (MAD) | 31.036283 |
| Skewness | 2.6084472 |
| Sum | 157796.29 |
| Variance | 11990.826 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.58616 | 7 | 0.4% |
| 41.51865 | 7 | 0.4% |
| 32.61413333 | 7 | 0.4% |
| 33.4724 | 7 | 0.4% |
| 61.46707 | 6 | 0.4% |
| 40.64102 | 6 | 0.4% |
| 21.79683333 | 6 | 0.4% |
| 47.6652 | 6 | 0.4% |
| 23.7384 | 6 | 0.4% |
| 65.312 | 5 | 0.3% |
| Other values (1073) | 1501 |
| Value | Count | Frequency (%) |
| 1.583362697 | 1 | |
| 2.76948 | 1 | |
| 3.231583333 | 1 | |
| 3.40062 | 1 | |
| 3.977333333 | 1 | |
| 4.30808 | 1 | |
| 5.01144 | 2 | |
| 5.296133333 | 1 | |
| 5.8404 | 1 | |
| 6.018333333 | 1 |
| Value | Count | Frequency (%) |
| 696.5566667 | 2 | |
| 676.81915 | 1 | |
| 669.80282 | 1 | |
| 663.62016 | 1 | |
| 658.34496 | 1 | |
| 642.3695223 | 1 | |
| 635.50617 | 1 | |
| 624.9228 | 1 | |
| 617.3072533 | 1 | |
| 610.9812 | 1 |
Adj_tech
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 60 |
| Missing (%) | 3.8% |
| Memory size | 12.3 KiB |
| Double cathe | |
|---|---|
| Stent assist | |
| BAT | |
| Simple |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 9.4727394 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14247 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Simple |
|---|---|
| 2nd row | Simple |
| 3rd row | BAT |
| 4th row | BAT |
| 5th row | BAT |
Common Values
| Value | Count | Frequency (%) |
| Double cathe | 532 | |
| Stent assist | 469 | |
| BAT | 261 | |
| Simple | 242 | |
| (Missing) | 60 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| double | 532 | |
| cathe | 532 | |
| stent | 469 | |
| assist | 469 | |
| bat | 261 | |
| simple | 242 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1939 | |
| e | 1775 | |
| s | 1407 | 9.9% |
| 1001 | 7.0% | |
| a | 1001 | 7.0% |
| l | 774 | 5.4% |
| i | 711 | 5.0% |
| S | 711 | 5.0% |
| D | 532 | 3.7% |
| o | 532 | 3.7% |
| Other values (10) | 3864 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 11220 | |
| Uppercase Letter | 2026 | 14.2% |
| Space Separator | 1001 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 1939 | |
| e | 1775 | |
| s | 1407 | |
| a | 1001 | |
| l | 774 | 6.9% |
| i | 711 | 6.3% |
| o | 532 | 4.7% |
| h | 532 | 4.7% |
| c | 532 | 4.7% |
| b | 532 | 4.7% |
| Other values (4) | 1485 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 711 | |
| D | 532 | |
| B | 261 | 12.9% |
| A | 261 | 12.9% |
| T | 261 | 12.9% |
Space Separator
| Value | Count | Frequency (%) |
| 1001 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13246 | |
| Common | 1001 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 1939 | |
| e | 1775 | |
| s | 1407 | |
| a | 1001 | 7.6% |
| l | 774 | 5.8% |
| i | 711 | 5.4% |
| S | 711 | 5.4% |
| D | 532 | 4.0% |
| o | 532 | 4.0% |
| h | 532 | 4.0% |
| Other values (9) | 3332 |
Common
| Value | Count | Frequency (%) |
| 1001 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14247 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 1939 | |
| e | 1775 | |
| s | 1407 | 9.9% |
| 1001 | 7.0% | |
| a | 1001 | 7.0% |
| l | 774 | 5.4% |
| i | 711 | 5.0% |
| S | 711 | 5.0% |
| D | 532 | 3.7% |
| o | 532 | 3.7% |
| Other values (10) | 3864 |
Is_bleb
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1248 | |
| True | 316 | 20.2% |
VER
Real number (ℝ)
| Distinct | 264 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 272 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.066931 |
| Minimum | 5.9 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 5.9 |
|---|---|
| 5-th percentile | 17.755 |
| Q1 | 22.5 |
| median | 25.7 |
| Q3 | 28.9 |
| 95-th percentile | 35.6 |
| Maximum | 60 |
| Range | 54.1 |
| Interquartile range (IQR) | 6.4 |
Descriptive statistics
| Standard deviation | 5.6553367 |
|---|---|
| Coefficient of variation (CV) | 0.21695445 |
| Kurtosis | 2.5294824 |
| Mean | 26.066931 |
| Median Absolute Deviation (MAD) | 3.2 |
| Skewness | 0.68956652 |
| Sum | 33678.474 |
| Variance | 31.982833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24 | 22 | 1.4% |
| 24.6 | 19 | 1.2% |
| 26.9 | 18 | 1.2% |
| 21.8 | 17 | 1.1% |
| 27.9 | 16 | 1.0% |
| 23.6 | 15 | 1.0% |
| 26.4 | 15 | 1.0% |
| 25.2 | 15 | 1.0% |
| 24.3 | 14 | 0.9% |
| 26.7 | 14 | 0.9% |
| Other values (254) | 1127 | |
| (Missing) | 272 | 17.4% |
| Value | Count | Frequency (%) |
| 5.9 | 1 | |
| 8.1 | 1 | |
| 8.4 | 1 | |
| 8.8 | 1 | |
| 9.8 | 1 | |
| 11 | 1 | |
| 11.3 | 1 | |
| 11.7 | 1 | |
| 12.1 | 1 | |
| 12.4 | 1 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 52.9 | 1 | |
| 52.8 | 1 | |
| 48.7 | 2 | |
| 45.3 | 1 | |
| 44.8 | 1 | |
| 44.4 | 1 | |
| 44.3 | 1 | |
| 44.1 | 2 | |
| 43.9 | 1 |
coil_count
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4673913 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.145725 |
|---|---|
| Coefficient of variation (CV) | 0.55517715 |
| Kurtosis | 9.4848682 |
| Mean | 7.4673913 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.0312972 |
| Sum | 11679 |
| Variance | 17.187036 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 6 | 220 | |
| 5 | 218 | |
| 4 | 181 | |
| 7 | 173 | |
| 8 | 136 | |
| 9 | 116 | |
| 3 | 111 | |
| 10 | 79 | 5.1% |
| 11 | 75 | 4.8% |
| 12 | 48 | 3.1% |
| Other values (18) | 207 |
| Value | Count | Frequency (%) |
| 1 | 10 | 0.6% |
| 2 | 43 | 2.7% |
| 3 | 111 | |
| 4 | 181 | |
| 5 | 218 | |
| 6 | 220 | |
| 7 | 173 | |
| 8 | 136 | |
| 9 | 116 | |
| 10 | 79 | 5.1% |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 26 | 3 | 0.2% |
| 25 | 3 | 0.2% |
| 23 | 2 | 0.1% |
| 22 | 5 | |
| 21 | 2 | 0.1% |
| 20 | 7 | |
| 19 | 8 |
Aneu_width_label
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4692 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 809 | |
| 1.0 | 513 | |
| 2.0 | 242 | 15.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 809 | |
| 1.0 | 513 | |
| 2.0 | 242 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2373 | |
| . | 1564 | |
| 1 | 513 | 10.9% |
| 2 | 242 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3128 | |
| Other Punctuation | 1564 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2373 | |
| 1 | 513 | 16.4% |
| 2 | 242 | 7.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1564 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4692 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2373 | |
| . | 1564 | |
| 1 | 513 | 10.9% |
| 2 | 242 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2373 | |
| . | 1564 | |
| 1 | 513 | 10.9% |
| 2 | 242 | 5.2% |
coil_length1
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.77711 |
| Minimum | 2 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 38 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.8197702 |
|---|---|
| Coefficient of variation (CV) | 0.54001214 |
| Kurtosis | 2.6977237 |
| Mean | 10.77711 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.5651272 |
| Sum | 16855.4 |
| Variance | 33.869725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 8 | 437 | |
| 6 | 263 | |
| 10 | 228 | |
| 15 | 215 | |
| 20 | 138 | 8.8% |
| 4 | 89 | 5.7% |
| 12 | 61 | 3.9% |
| 30 | 44 | 2.8% |
| 7 | 18 | 1.2% |
| 3 | 16 | 1.0% |
| Other values (15) | 55 | 3.5% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 16 | 1.0% |
| 4 | 89 | 5.7% |
| 6 | 263 | |
| 7 | 18 | 1.2% |
| 7.5 | 1 | 0.1% |
| 8 | 437 | |
| 9 | 14 | 0.9% |
| 10 | 228 | |
| 11 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 36 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 30 | 44 | 2.8% |
| 25 | 13 | 0.8% |
| 24 | 1 | 0.1% |
| 21 | 1 | 0.1% |
| 20 | 138 | |
| 19 | 1 | 0.1% |
| 17.1 | 1 | 0.1% |
coil_size1
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.484335 |
| Minimum | 1.5 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 12 |
| Range | 10.5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5547929 |
|---|---|
| Coefficient of variation (CV) | 0.34671648 |
| Kurtosis | 1.7697749 |
| Mean | 4.484335 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.185592 |
| Sum | 7013.5 |
| Variance | 2.4173808 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 4 | 413 | |
| 3 | 343 | |
| 5 | 282 | |
| 6 | 175 | |
| 3.5 | 63 | 4.0% |
| 4.5 | 62 | 4.0% |
| 7 | 60 | 3.8% |
| 8 | 56 | 3.6% |
| 2.5 | 41 | 2.6% |
| 2 | 31 | 2.0% |
| Other values (4) | 38 | 2.4% |
| Value | Count | Frequency (%) |
| 1.5 | 3 | 0.2% |
| 2 | 31 | 2.0% |
| 2.5 | 41 | 2.6% |
| 3 | 343 | |
| 3.5 | 63 | 4.0% |
| 4 | 413 | |
| 4.5 | 62 | 4.0% |
| 5 | 282 | |
| 6 | 175 | |
| 7 | 60 | 3.8% |
| Value | Count | Frequency (%) |
| 12 | 2 | 0.1% |
| 10 | 15 | 1.0% |
| 9 | 18 | 1.2% |
| 8 | 56 | 3.6% |
| 7 | 60 | 3.8% |
| 6 | 175 | |
| 5 | 282 | |
| 4.5 | 62 | 4.0% |
| 4 | 413 | |
| 3.5 | 63 | 4.0% |
coil_size2
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 10 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4971042 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.5 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.4074214 |
|---|---|
| Coefficient of variation (CV) | 0.40245339 |
| Kurtosis | 2.3744544 |
| Mean | 3.4971042 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3352481 |
| Sum | 5434.5 |
| Variance | 1.9808351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 477 | |
| 2 | 293 | |
| 4 | 280 | |
| 5 | 135 | 8.6% |
| 2.5 | 114 | 7.3% |
| 6 | 91 | 5.8% |
| 3.5 | 50 | 3.2% |
| 4.5 | 36 | 2.3% |
| 8 | 24 | 1.5% |
| 7 | 18 | 1.2% |
| Other values (4) | 36 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 8 | 0.5% |
| 1.5 | 17 | 1.1% |
| 2 | 293 | |
| 2.5 | 114 | 7.3% |
| 3 | 477 | |
| 3.5 | 50 | 3.2% |
| 4 | 280 | |
| 4.5 | 36 | 2.3% |
| 5 | 135 | 8.6% |
| 6 | 91 | 5.8% |
| Value | Count | Frequency (%) |
| 10 | 4 | 0.3% |
| 9 | 7 | 0.4% |
| 8 | 24 | 1.5% |
| 7 | 18 | 1.2% |
| 6 | 91 | 5.8% |
| 5 | 135 | 8.6% |
| 4.5 | 36 | 2.3% |
| 4 | 280 | |
| 3.5 | 50 | 3.2% |
| 3 | 477 |
coil_length2
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 11 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6364456 |
| Minimum | 1 |
|---|---|
| Maximum | 36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 36 |
| Range | 35 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.8751036 |
|---|---|
| Coefficient of variation (CV) | 0.63839957 |
| Kurtosis | 6.641095 |
| Mean | 7.6364456 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.2380312 |
| Sum | 11859.4 |
| Variance | 23.766635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 6 | 352 | |
| 4 | 351 | |
| 8 | 313 | |
| 10 | 172 | |
| 3 | 108 | 6.9% |
| 15 | 79 | 5.1% |
| 20 | 55 | 3.5% |
| 12 | 38 | 2.4% |
| 2 | 33 | 2.1% |
| 30 | 24 | 1.5% |
| Other values (14) | 28 | 1.8% |
| (Missing) | 11 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.2% |
| 2 | 33 | 2.1% |
| 2.5 | 1 | 0.1% |
| 3 | 108 | 6.9% |
| 3.5 | 1 | 0.1% |
| 4 | 351 | |
| 5 | 2 | 0.1% |
| 5.4 | 1 | 0.1% |
| 6 | 352 | |
| 7 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 36 | 1 | 0.1% |
| 30 | 24 | 1.5% |
| 24 | 1 | 0.1% |
| 20 | 55 | |
| 17 | 1 | 0.1% |
| 15 | 79 | |
| 13.6 | 1 | 0.1% |
| 13 | 3 | 0.2% |
| 12 | 38 | |
| 11.9 | 1 | 0.1% |
coil_size3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 53 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0056254 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2666643 |
|---|---|
| Coefficient of variation (CV) | 0.4214312 |
| Kurtosis | 2.5295996 |
| Mean | 3.0056254 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4047883 |
| Sum | 4541.5 |
| Variance | 1.6044385 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 2 | 490 | |
| 3 | 378 | |
| 4 | 187 | 12.0% |
| 2.5 | 131 | 8.4% |
| 5 | 102 | 6.5% |
| 1.5 | 61 | 3.9% |
| 6 | 43 | 2.7% |
| 3.5 | 43 | 2.7% |
| 1 | 25 | 1.6% |
| 4.5 | 24 | 1.5% |
| Other values (3) | 27 | 1.7% |
| (Missing) | 53 | 3.4% |
| Value | Count | Frequency (%) |
| 1 | 25 | 1.6% |
| 1.5 | 61 | 3.9% |
| 2 | 490 | |
| 2.5 | 131 | 8.4% |
| 3 | 378 | |
| 3.5 | 43 | 2.7% |
| 4 | 187 | 12.0% |
| 4.5 | 24 | 1.5% |
| 5 | 102 | 6.5% |
| 6 | 43 | 2.7% |
| Value | Count | Frequency (%) |
| 9 | 2 | 0.1% |
| 8 | 16 | 1.0% |
| 7 | 9 | 0.6% |
| 6 | 43 | 2.7% |
| 5 | 102 | 6.5% |
| 4.5 | 24 | 1.5% |
| 4 | 187 | |
| 3.5 | 43 | 2.7% |
| 3 | 378 | |
| 2.5 | 131 | 8.4% |
coil_length3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 53 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3372601 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.0936579 |
|---|---|
| Coefficient of variation (CV) | 0.64596652 |
| Kurtosis | 6.6124205 |
| Mean | 6.3372601 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.1066211 |
| Sum | 9575.6 |
| Variance | 16.758035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 4 | 431 | |
| 6 | 263 | |
| 8 | 234 | |
| 3 | 207 | |
| 10 | 127 | 8.1% |
| 2 | 93 | 5.9% |
| 15 | 74 | 4.7% |
| 20 | 29 | 1.9% |
| 12 | 21 | 1.3% |
| 30 | 8 | 0.5% |
| Other values (10) | 24 | 1.5% |
| (Missing) | 53 | 3.4% |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.4% |
| 2 | 93 | 5.9% |
| 2.5 | 1 | 0.1% |
| 3 | 207 | |
| 3.5 | 2 | 0.1% |
| 4 | 431 | |
| 4.5 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 263 | |
| 7.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 30 | 8 | 0.5% |
| 20 | 29 | 1.9% |
| 15 | 74 | 4.7% |
| 12.2 | 1 | 0.1% |
| 12 | 21 | 1.3% |
| 11.9 | 1 | 0.1% |
| 11 | 2 | 0.1% |
| 10 | 127 | |
| 9 | 7 | 0.4% |
| 8 | 234 |
| ID | Age | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | VER | coil_count | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | Sex | Aneu_location | Adj_tech | Is_bleb | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | -0.022 | 0.050 | -0.131 | -0.230 | -0.182 | 0.290 | -0.166 | 0.009 | -0.111 | -0.016 | -0.027 | -0.041 | -0.103 | 0.000 | 0.035 | 0.418 | 0.182 | 0.116 |
| Age | -0.022 | 1.000 | 0.086 | 0.102 | 0.100 | 0.112 | -0.096 | 0.101 | 0.014 | 0.022 | 0.028 | 0.055 | 0.021 | 0.044 | 0.128 | 0.094 | 0.095 | 0.000 | 0.072 |
| Aneu_neck | 0.050 | 0.086 | 1.000 | 0.658 | 0.403 | 0.582 | -0.091 | 0.577 | 0.517 | 0.487 | 0.516 | 0.537 | 0.514 | 0.530 | 0.000 | 0.096 | 0.223 | 0.000 | 0.481 |
| Aneu_width | -0.131 | 0.102 | 0.658 | 1.000 | 0.707 | 0.922 | -0.086 | 0.749 | 0.729 | 0.762 | 0.756 | 0.770 | 0.733 | 0.766 | 0.000 | 0.051 | 0.099 | 0.052 | 0.901 |
| Aneu_height | -0.230 | 0.100 | 0.403 | 0.707 | 1.000 | 0.911 | -0.135 | 0.672 | 0.683 | 0.740 | 0.701 | 0.712 | 0.668 | 0.707 | 0.000 | 0.023 | 0.071 | 0.082 | 0.525 |
| Aneu_volume | -0.182 | 0.112 | 0.582 | 0.922 | 0.911 | 1.000 | -0.116 | 0.773 | 0.765 | 0.811 | 0.791 | 0.803 | 0.761 | 0.800 | 0.000 | 0.050 | 0.059 | 0.072 | 0.736 |
| VER | 0.290 | -0.096 | -0.091 | -0.086 | -0.135 | -0.116 | 1.000 | 0.098 | 0.109 | 0.085 | 0.038 | 0.056 | 0.023 | 0.020 | 0.000 | 0.066 | 0.136 | 0.034 | 0.074 |
| coil_count | -0.166 | 0.101 | 0.577 | 0.749 | 0.672 | 0.773 | 0.098 | 1.000 | 0.566 | 0.621 | 0.610 | 0.612 | 0.611 | 0.635 | 0.066 | 0.093 | 0.086 | 0.056 | 0.520 |
| coil_length1 | 0.009 | 0.014 | 0.517 | 0.729 | 0.683 | 0.765 | 0.109 | 0.566 | 1.000 | 0.870 | 0.755 | 0.767 | 0.702 | 0.733 | 0.069 | 0.105 | 0.113 | 0.000 | 0.546 |
| coil_size1 | -0.111 | 0.022 | 0.487 | 0.762 | 0.740 | 0.811 | 0.085 | 0.621 | 0.870 | 1.000 | 0.843 | 0.826 | 0.771 | 0.804 | 0.000 | 0.062 | 0.074 | 0.000 | 0.604 |
| coil_size2 | -0.016 | 0.028 | 0.516 | 0.756 | 0.701 | 0.791 | 0.038 | 0.610 | 0.755 | 0.843 | 1.000 | 0.891 | 0.840 | 0.837 | 0.000 | 0.076 | 0.098 | 0.000 | 0.588 |
| coil_length2 | -0.027 | 0.055 | 0.537 | 0.770 | 0.712 | 0.803 | 0.056 | 0.612 | 0.767 | 0.826 | 0.891 | 1.000 | 0.779 | 0.845 | 0.031 | 0.084 | 0.099 | 0.000 | 0.571 |
| coil_size3 | -0.041 | 0.021 | 0.514 | 0.733 | 0.668 | 0.761 | 0.023 | 0.611 | 0.702 | 0.771 | 0.840 | 0.779 | 1.000 | 0.877 | 0.040 | 0.076 | 0.110 | 0.000 | 0.561 |
| coil_length3 | -0.103 | 0.044 | 0.530 | 0.766 | 0.707 | 0.800 | 0.020 | 0.635 | 0.733 | 0.804 | 0.837 | 0.845 | 0.877 | 1.000 | 0.000 | 0.062 | 0.091 | 0.000 | 0.588 |
| Sex | 0.000 | 0.128 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.069 | 0.000 | 0.000 | 0.031 | 0.040 | 0.000 | 1.000 | 0.302 | 0.082 | 0.000 | 0.000 |
| Aneu_location | 0.035 | 0.094 | 0.096 | 0.051 | 0.023 | 0.050 | 0.066 | 0.093 | 0.105 | 0.062 | 0.076 | 0.084 | 0.076 | 0.062 | 0.302 | 1.000 | 0.178 | 0.136 | 0.094 |
| Adj_tech | 0.418 | 0.095 | 0.223 | 0.099 | 0.071 | 0.059 | 0.136 | 0.086 | 0.113 | 0.074 | 0.098 | 0.099 | 0.110 | 0.091 | 0.082 | 0.178 | 1.000 | 0.097 | 0.076 |
| Is_bleb | 0.182 | 0.000 | 0.000 | 0.052 | 0.082 | 0.072 | 0.034 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.136 | 0.097 | 1.000 | 0.000 |
| Aneu_width_label | 0.116 | 0.072 | 0.481 | 0.901 | 0.525 | 0.736 | 0.074 | 0.520 | 0.546 | 0.604 | 0.588 | 0.571 | 0.561 | 0.588 | 0.000 | 0.094 | 0.076 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_count | Aneu_width_label | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | woman | 49 | ICA | 2.70 | 8.20 | 10.90 | 446.706343 | NaN | no | NaN | 9 | 2.0 | 30.0 | 8.0 | 6.0 | 20.0 | 5.0 | 20.0 |
| 1 | 3 | woman | 54 | ICA | 6.00 | 6.50 | 5.50 | 112.255000 | NaN | no | NaN | 4 | 1.0 | 15.0 | 7.0 | 5.0 | 10.0 | 4.0 | 10.0 |
| 2 | 8 | woman | 63 | ICA | 5.00 | 11.00 | 11.00 | 696.556667 | NaN | no | NaN | 15 | 2.0 | 30.0 | 10.0 | 8.0 | 30.0 | 8.0 | 20.0 |
| 3 | 11 | woman | 58 | MCA | 4.40 | 7.90 | 7.50 | 238.757750 | NaN | no | NaN | 12 | 2.0 | 12.0 | 7.0 | 6.0 | 20.0 | 8.0 | 20.0 |
| 4 | 16 | woman | 78 | ICA | 5.00 | 11.00 | 11.00 | 696.556667 | Simple | no | NaN | 15 | 2.0 | 30.0 | 10.0 | 10.0 | 30.0 | 8.0 | 20.0 |
| 5 | 17 | woman | 69 | MCA | 2.40 | 3.30 | 3.20 | 17.960800 | NaN | no | NaN | 2 | 0.0 | 2.0 | 2.5 | 2.0 | 1.0 | NaN | NaN |
| 6 | 30 | woman | 55 | ICA | 8.40 | 9.80 | 8.40 | 392.035280 | Simple | no | NaN | 11 | 2.0 | 30.0 | 10.0 | 4.0 | 8.0 | 4.0 | 8.0 |
| 7 | 32 | woman | 57 | ICA | 4.40 | 4.40 | 9.30 | 146.691380 | NaN | no | NaN | 5 | 0.0 | 8.0 | 4.0 | 4.0 | 4.0 | 3.0 | 6.0 |
| 8 | 33 | woman | 44 | ICA | 4.43 | 4.64 | 5.84 | 65.232956 | BAT | no | NaN | 6 | 0.0 | 8.0 | 5.0 | 3.0 | 6.0 | 3.0 | 4.0 |
| 9 | 36 | woman | 64 | ICA | 5.80 | 6.70 | 7.80 | 198.283150 | BAT | no | NaN | 8 | 1.0 | 20.0 | 8.0 | 4.0 | 10.0 | 3.0 | 8.0 |
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_count | Aneu_width_label | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1554 | 2415 | woman | 53 | ICA | 6.5 | 8.1 | 7.6 | 254.509560 | Stent assist | yes | 28.2 | 5 | 2.0 | 20.0 | 7.0 | 6.0 | 20.0 | 5.0 | 15.0 |
| 1555 | 2420 | woman | 63 | MCA | 4.7 | 4.0 | 6.9 | 79.442000 | Double cathe | no | 21.6 | 4 | 0.0 | 10.0 | 5.0 | 5.0 | 10.0 | 4.0 | 8.0 |
| 1556 | 2423 | woman | 72 | ICA | 4.0 | 4.0 | 5.1 | 49.109600 | Stent assist | no | 24.4 | 5 | 0.0 | 8.0 | 3.0 | 3.5 | 8.0 | 2.5 | 4.0 |
| 1557 | 2426 | man | 73 | ACA | 7.3 | 6.6 | 5.4 | 111.909600 | Stent assist | no | 20.8 | 8 | 1.0 | 8.0 | 4.0 | 4.0 | 8.0 | 4.0 | 8.0 |
| 1558 | 2434 | man | 66 | ACA | 7.0 | 7.1 | 7.3 | 195.295440 | Stent assist | no | 43.9 | 13 | 2.0 | 30.0 | 8.0 | 8.0 | 30.0 | 4.0 | 15.0 |
| 1559 | 2464 | man | 46 | ICA | 3.6 | 3.8 | 4.7 | 40.190953 | Double cathe | no | 27.6 | 7 | 0.0 | 8.0 | 4.0 | 3.0 | 4.0 | 2.0 | 3.0 |
| 1560 | 2472 | man | 70 | ACA | 4.0 | 3.9 | 3.4 | 25.675780 | Stent assist | yes | 38.0 | 5 | 0.0 | 7.0 | 4.0 | 3.0 | 6.0 | 1.0 | 3.0 |
| 1561 | 2498 | woman | 66 | VA | 6.0 | 5.7 | 6.0 | 105.598200 | Stent assist | no | 15.8 | 9 | 1.0 | 10.0 | 5.0 | 4.0 | 8.0 | 3.0 | 4.0 |
| 1562 | 2499 | woman | 59 | ICA | 3.6 | 4.3 | 3.8 | 35.060193 | Stent assist | no | 27.5 | 3 | 0.0 | 8.0 | 4.0 | 2.5 | 4.0 | 2.0 | 3.0 |
| 1563 | 2510 | woman | 78 | ICA | 4.5 | 4.9 | 6.3 | 90.469680 | Stent assist | no | 23.0 | 8 | 0.0 | 10.0 | 5.0 | 4.0 | 8.0 | 3.5 | 6.0 |